A novel approach to potato processing using intelligent data analytics and advanced control
利用智能数据分析和先进控制的马铃薯加工新方法
基本信息
- 批准号:453295-2013
- 负责人:
- 金额:$ 3.83万
- 依托单位:
- 依托单位国家:加拿大
- 项目类别:Collaborative Research and Development Grants
- 财政年份:2015
- 资助国家:加拿大
- 起止时间:2015-01-01 至 2016-12-31
- 项目状态:已结题
- 来源:
- 关键词:
项目摘要
In the manufacturer of food in the food industry, there are rigid operational standards and processing
methodologies that have to be adhered to. In many instances, these operations and processing methods demand
that they are well controlled within tight tolerances. The processing of the raw potatoes to a wide variety of
products is just one example. McCain Foods in Florenceville, NB, Canada since 1957 as a company has been
committed itself to be continuously improving and applying new technologies to its production of nearly
one-third of the French fried potatoes in the world. This project focuses on conducting research in order to
enhance the potato peeling process, which is key to overall efficiency of the production of potato fries.
Currently, the peeling process involves using steam at high flows entering a rotating vessel that contains the
raw material for a defined period of time. The optimal time for steaming is not known at this point as well as
the vessel's rotating speed. Other parameters influence the peeling process such as the potato dimensionality
and type. As the steaming process is key to the peeling of the raw potato, the company is keen on improving
this initial process for minimizing energy consumption and maximizing peeling efficiency. Over steaming or
under steaming can result in poor peeling, translating to millions of dollars annually in lost revenue. The
research would involve several researchers conducting sequential and concurrent tasks that include the
following: (a) formulating from first principles an analytical model of the overall potato peeling mechanism,
(b) conducting various experiments to formulate nonlinear time series models, (c) integrating high resolution
thermal imaging cameras that provide thermal signatures of the raw material during steaming and after, (c)
using the thermal data to enhance these time series models in realtime, and (d) developing an intelligent
controller that uses this information (thermal and many others) to make optimal actions to the several actuators
(valves, heaters, motors etc.). McCain Foods will be providing $50,000 in cash as well as $54,400 inkind
support on this project. The project has a timeline of 2 years.
在食品行业食品的生产厂家,有着硬性的操作标准和加工环节
必须遵守的方法。在许多情况下,这些操作和处理方法需要
它们被很好地控制在严格的公差范围内。加工的生土豆种类繁多,
产品只是一个例子。McCain Foods自1957年以来一直是加拿大NB Florenceville的一家公司,
致力于不断改进和应用新技术,以生产近
世界上三分之一的法式炸土豆该项目的重点是进行研究,以便
提高马铃薯去皮过程,这是马铃薯薯条生产整体效率的关键。
目前,剥离过程涉及使用高流量的蒸汽进入旋转容器,所述旋转容器包含:
原材料在规定的时间内。蒸的最佳时间在这一点上还不知道,
船的旋转速度。其他参数影响去皮过程,如马铃薯尺寸
和类型。由于蒸制过程是生土豆去皮的关键,
该初始过程用于最小化能量消耗和最大化剥离效率。过度蒸煮或
在汽蒸条件下,可能导致剥皮不良,每年造成数百万美元的收入损失。的
研究将涉及几个研究人员进行顺序和并发的任务,包括
下面:(a)根据第一原理制定整个马铃薯剥皮机构的分析模型,
(b)进行各种实验,以制定非线性时间序列模型,(c)整合高分辨率
热成像摄像机,其在汽蒸期间和之后提供原料的热特征,(c)
使用热数据来实时增强这些时间序列模型,以及(d)开发智能的
控制器使用这些信息(热信息和许多其他信息)来对多个致动器做出最佳动作
(阀门、加热器、电机等)。麦凯恩食品公司将提供5万美元现金和5.44万美元实物
支持这个项目。该项目的时间轴为2年。
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
数据更新时间:{{ journalArticles.updateTime }}
{{
item.title }}
{{ item.translation_title }}
- DOI:
{{ item.doi }} - 发表时间:
{{ item.publish_year }} - 期刊:
- 影响因子:{{ item.factor }}
- 作者:
{{ item.authors }} - 通讯作者:
{{ item.author }}
数据更新时间:{{ journalArticles.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ monograph.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ sciAawards.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ conferencePapers.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ patent.updateTime }}
Dubay, Rickey其他文献
Identification and adaptive neural network control of a DC motor system with dead-zone characteristics
- DOI:
10.1016/j.isatra.2011.06.005 - 发表时间:
2011-10-01 - 期刊:
- 影响因子:7.3
- 作者:
Peng, Jinzhu;Dubay, Rickey - 通讯作者:
Dubay, Rickey
A Wiener Neural Network-Based Identification and Adaptive Generalized Predictive Control for Nonlinear SISO Systems
- DOI:
10.1021/ie102203s - 发表时间:
2011-06-15 - 期刊:
- 影响因子:4.2
- 作者:
Peng, Jinzhu;Dubay, Rickey;Abu-Ayyad, Ma'moun - 通讯作者:
Abu-Ayyad, Ma'moun
Adaptive composite neural network disturbance observer-based dynamic surface control for electrically driven robotic manipulators
基于自适应复合神经网络扰动观测器的电动机器人操纵器动态表面控制
- DOI:
10.1007/s00521-020-05391-8 - 发表时间:
2020-10-06 - 期刊:
- 影响因子:6
- 作者:
Peng, Jinzhu;Ding, Shuai;Dubay, Rickey - 通讯作者:
Dubay, Rickey
Observer-based adaptive neural control of robotic systems with prescribed performance
具有规定性能的机器人系统的基于观察者的自适应神经控制
- DOI:
10.1016/j.asoc.2021.108142 - 发表时间:
2022-01-01 - 期刊:
- 影响因子:8.7
- 作者:
Peng, Jinzhu;Dubay, Rickey;Ding, Shuai - 通讯作者:
Ding, Shuai
A principal component analysis model-based predictive controller for controlling part warpage in plastic injection molding
- DOI:
10.1016/j.eswa.2014.11.030 - 发表时间:
2015-04-15 - 期刊:
- 影响因子:8.5
- 作者:
Zhang, Songtao;Dubay, Rickey;Charest, Meaghan - 通讯作者:
Charest, Meaghan
Dubay, Rickey的其他文献
{{
item.title }}
{{ item.translation_title }}
- DOI:
{{ item.doi }} - 发表时间:
{{ item.publish_year }} - 期刊:
- 影响因子:{{ item.factor }}
- 作者:
{{ item.authors }} - 通讯作者:
{{ item.author }}
{{ truncateString('Dubay, Rickey', 18)}}的其他基金
A learning force control strategy for robotic gripping and a mobile robot inspector system for intelligent factories
机器人抓取的学习力控制策略和智能工厂移动机器人巡检系统
- 批准号:
RGPIN-2020-04119 - 财政年份:2022
- 资助金额:
$ 3.83万 - 项目类别:
Discovery Grants Program - Individual
A learning force control strategy for robotic gripping and a mobile robot inspector system for intelligent factories
机器人抓取的学习力控制策略和智能工厂移动机器人巡检系统
- 批准号:
RGPIN-2020-04119 - 财政年份:2021
- 资助金额:
$ 3.83万 - 项目类别:
Discovery Grants Program - Individual
Automated detection and monitoring of health risks, such as COVID-19
自动检测和监控健康风险,例如 COVID-19
- 批准号:
555209-2020 - 财政年份:2020
- 资助金额:
$ 3.83万 - 项目类别:
Alliance Grants
A learning force control strategy for robotic gripping and a mobile robot inspector system for intelligent factories
机器人抓取的学习力控制策略和智能工厂移动机器人巡检系统
- 批准号:
RGPIN-2020-04119 - 财政年份:2020
- 资助金额:
$ 3.83万 - 项目类别:
Discovery Grants Program - Individual
Industrial internet model based predictive control for applications using thermal imaging
基于工业互联网模型的热成像应用预测控制
- 批准号:
RGPIN-2015-05798 - 财政年份:2019
- 资助金额:
$ 3.83万 - 项目类别:
Discovery Grants Program - Individual
Industrial internet model based predictive control for applications using thermal imaging
基于工业互联网模型的热成像应用预测控制
- 批准号:
RGPIN-2015-05798 - 财政年份:2018
- 资助金额:
$ 3.83万 - 项目类别:
Discovery Grants Program - Individual
Industrial internet model based predictive control for applications using thermal imaging
基于工业互联网模型的热成像应用预测控制
- 批准号:
RGPIN-2015-05798 - 财政年份:2017
- 资助金额:
$ 3.83万 - 项目类别:
Discovery Grants Program - Individual
Industrial internet model based predictive control for applications using thermal imaging
基于工业互联网模型的热成像应用预测控制
- 批准号:
RGPIN-2015-05798 - 财政年份:2016
- 资助金额:
$ 3.83万 - 项目类别:
Discovery Grants Program - Individual
Using image feedback for robotic control
使用图像反馈进行机器人控制
- 批准号:
499890-2016 - 财政年份:2016
- 资助金额:
$ 3.83万 - 项目类别:
Connect Grants Level 1
Advanced control of a large-scale platen heating system
大型压板加热系统的先进控制
- 批准号:
505658-2016 - 财政年份:2016
- 资助金额:
$ 3.83万 - 项目类别:
Engage Grants Program
相似国自然基金
量化 domain 的拓扑性质
- 批准号:11771310
- 批准年份:2017
- 资助金额:48.0 万元
- 项目类别:面上项目
基于Riemann-Hilbert方法的相关问题研究
- 批准号:11026205
- 批准年份:2010
- 资助金额:3.0 万元
- 项目类别:数学天元基金项目
EnSite array指导下对Stepwise approach无效的慢性房颤机制及消融径线设计的实验研究
- 批准号:81070152
- 批准年份:2010
- 资助金额:10.0 万元
- 项目类别:面上项目
MBR中溶解性微生物产物膜污染界面微距作用机制定量解析
- 批准号:50908133
- 批准年份:2009
- 资助金额:20.0 万元
- 项目类别:青年科学基金项目
新型低碳马氏体高强钢在不同低温下解理断裂物理模型的研究
- 批准号:50671047
- 批准年份:2006
- 资助金额:30.0 万元
- 项目类别:面上项目
基于生态位理论与方法优化沙区人工植物群落的研究
- 批准号:30470298
- 批准年份:2004
- 资助金额:15.0 万元
- 项目类别:面上项目
相似海外基金
STTR Phase I: A Novel Approach to Manage Nitrogen Fertilizer for Potato Production using Remote Sensing
STTR 第一阶段:利用遥感管理马铃薯生产氮肥的新方法
- 批准号:
1913435 - 财政年份:2019
- 资助金额:
$ 3.83万 - 项目类别:
Standard Grant
A novel approach to potato processing using intelligent data analytics and advanced control
利用智能数据分析和先进控制的马铃薯加工新方法
- 批准号:
453295-2013 - 财政年份:2014
- 资助金额:
$ 3.83万 - 项目类别:
Collaborative Research and Development Grants
A Mediterranean Diet in for Colon Cancer Prevention
地中海饮食有助于预防结肠癌
- 批准号:
7327791 - 财政年份:2007
- 资助金额:
$ 3.83万 - 项目类别:
A Mediterranean Diet in for Colon Cancer Prevention
地中海饮食有助于预防结肠癌
- 批准号:
7559540 - 财政年份:2007
- 资助金额:
$ 3.83万 - 项目类别:
A Mediterranean Diet in for Colon Cancer Prevention
地中海饮食有助于预防结肠癌
- 批准号:
8004091 - 财政年份:2007
- 资助金额:
$ 3.83万 - 项目类别:
A Mediterranean Diet in for Colon Cancer Prevention
地中海饮食有助于预防结肠癌
- 批准号:
7210954 - 财政年份:2007
- 资助金额:
$ 3.83万 - 项目类别:
A Mediterranean Diet in for Colon Cancer Prevention
地中海饮食有助于预防结肠癌
- 批准号:
7846930 - 财政年份:2007
- 资助金额:
$ 3.83万 - 项目类别:
A Mediterranean Diet in for Colon Cancer Prevention
地中海饮食有助于预防结肠癌
- 批准号:
7754455 - 财政年份:2007
- 资助金额:
$ 3.83万 - 项目类别:
Diacetyl and other flavorings in Food Production Industries
食品生产行业中的二乙酰和其他调味品
- 批准号:
8014357 - 财政年份:
- 资助金额:
$ 3.83万 - 项目类别: